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Proceedings of Machine Learning Research

Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research
Proceedings of Machine Learning Research
PMLR · 2026-06-02 · via Proceedings of Machine Learning Research

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Volume 147: International Symposium on Imprecise Probability: Theories and Applications, 6-9 July 2021, University of Granada, Granada, Spain

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Editors: Andrés Cano, Jasper De Bock, Enrique Miranda, Serafı́n Moral

[bib][citeproc]

Contents:

  • Preface
  • Full Papers
  • Short Papers

Filter Authors: Filter Titles:

Preface

ISIPTA 2021: Preface

; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:1-1

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Full Papers

An Info-gap Framework for Comparing Epistemic Uncertainty Models in Hybrid Structural Reliability Analysis

Antoine Ajenjo, Emmanuel Ardillon, Vincent Chabridon, Scott Cogan, Emeline Sadoulet-Reboul; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:2-11

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Logical Approximations of Qualitative Probability

Paolo Baldi, Hykel Hosni; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:12-21

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Quantum Indistinguishability through Exchangeable Desirable Gambles

Alessio Benavoli, Alessandro Facchini, Marco Zaffalon; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:22-31

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Generalized Hartley Measures on Credal Sets

Andrey G. Bronevich, Igor N. Rozenberg; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:32-41

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Probability Filters as a Model of Belief; Comparisons to the Framework of Desirable Gambles

Catrin Campbell-Moore; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:42-50

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Distributionally Robust, Skeptical Binary Inferences in Multi-label Problems

Yonatan Carlos Carranza Alarcón, Sébastien Destercke; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:51-60

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Nonlinear Desirability as a Linear Classification Problem

Arianna Casanova, Alessio Benavoli, Marco Zaffalon; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:61-71

[abs][Download PDF][Supplementary PDF]

Valid Inferential Models for Prediction in Supervised Learning Problems

Leonardo Cella, Ryan Martin; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:72-82

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When Belief Functions and Lower Probabilities are Indistinguishable

Esther Anna Corsi, Tommaso Flaminio, Hykel Hosni; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:83-89

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Average Behaviour of Imprecise Markov Chains: A Single Pointwise Ergodic Theorem for Six Different Models

Jasper De Bock, Natan T’Joens; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:90-99

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Epistemic Argumentation with Conditional Probabilities and Labeling Constraints

Glauber de Bona, Victor Hugo Nascimento Rocha, Fabio Cozman; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:100-109

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Randomness and Imprecision: A Discussion of Recent Results

Gert de Cooman, Jasper De Bock; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:110-121

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Processing Multiple Distortion Models: a Comparative Study

Sébastien Destercke, Ignacio Montes, Enrique Miranda; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:122-131

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Credal sets of Coherent Conditional Probabilities Defined by Hausdorff Measures

Serena Doria; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:132-139

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Extending the Domain of Imprecise Jump Processes from Simple Variables to Measurable Ones

Alexander Erreygers, Jasper De Bock; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:140-149

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An Imprecise Bayesian Approach to Thermal Runaway Probability

Marc Fischer, Alexis Vignes; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:150-160

[abs][Download PDF][Supplementary PDF]

Total Evidence and Learning with Imprecise Probabilities

Ruobin Gong, Joseph B. Kadane, Mark J. Schervish, Teddy Seidenfeld; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:161-168

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Dependent Possibilistic Arithmetic using Copulas

Ander Gray, Dominik Hose, Marco De Angelis, Michael Hanss, Scott Ferson; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:169-179

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A Recursive Formulation of Possibilistic Filters

Dominik Hose, Michael Hanss; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:180-190

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Information Algebras of Coherent Sets of Gambles in General Possibility Spaces

Juerg Kohlas, Arianna Casanova, Marco Zaffalon; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:191-200

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Towards Improving Electoral Forecasting by Including Undecided Voters and Interval-valued Prior Knowledge

Dominik Kreiss, Georg Schollmeyer, Thomas Augustin; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:201-209

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On the Comonotone Natural Extension of Marginal p-Boxes

Ignacio Montes; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:210-219

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Using Credal C4.5 for Calibrated Label Ranking in Multi-Label Classification

Serafı́n Moral Garcı́a, Javier Garcı́a Castellano, Carlos J. Mantas Ruiz, Joaquı́n Abellán; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:220-228

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Basic Probability Assignments Representable via Belief Intervals for Singletons in Dempster-Shafer Theory

Serafı́n Moral Garcı́a, Joaquı́n Abellán; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:229-234

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Improving Algorithms for Decision Making with the Hurwicz Criterion

Nawapon Nakharutai, Matthias Troffaes; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:235-243

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A Remarkable Equivalence between Non-Stationary Precise and Stationary Imprecise Uncertainty Models in Computable Randomness

Floris Persiau, Jasper De Bock, Gert de Cooman; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:244-253

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Betting Schemes for Assessing Coherent Numerical and Comparative Conditional Possibilities

Davide Petturiti, Barbara Vantaggi; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:254-263

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Decision-making from Partial Instances by Active Feature Querying

Benjamin Quost; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:264-272

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Computing Simple Bounds for Regression Estimates for Linear Regression with Interval-valued Covariates

Georg Schollmeyer; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:273-279

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Imprecise Hypothesis-Based Bayesian Decision Making with Composite Hypotheses

Patrick Michael Schwaferts, Thomas Augustin; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:280-288

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Stochastic Optimization for Numerical Evaluation of Imprecise Probabilities

Nicholas Syring, Ryan Martin; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:289-298

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Robust Model Checking with Imprecise Markov Reward Models

Alberto Termine, Alessandro Antonucci, Alessandro Facchini, Giuseppe Primiero; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:299-309

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Global Upper Expectations for Discrete-Time Stochastic Processes: In Practice, They Are All The Same!

Natan T’Joens, Jasper De Bock; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:310-319

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Independent Natural Extension for Choice Functions

Arthur Van Camp, Kevin Blackwell, Jason Konek; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:320-330

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Discounting Desirable Gambles

Gregory Wheeler; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:331-341

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The Sure Thing

Marco Zaffalon, Enrique Miranda; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:342-351

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Short Papers

CREPO: An Open Repository to Benchmark Credal Network Algorithms

Rafael Cabañas, Alessandro Antonucci; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:352-356

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Constructing Consonant Predictive Beliefs from Data with Scenario Theory

Marco De Angelis, Roberto Rocchetta, Ander Gray, Scott Ferson; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:357-360

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Probabilistic Risk Management in Project Portfolios

Love Ekenberg, Mats Danielson; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:361-364

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Towards a Theory of Confidence in Market-Based Predictions

Rupert Freeman, David Pennock, Daniel Reeves, David Rothschild, Bo Waggoner; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:365-368

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Cautious Random Forests: a New Decision Strategy and some Experiments

Haifei Zhang, Benjamin Quost, Marie-Hélène Masson; Proceedings of the Twelveth International Symposium on Imprecise Probability: Theories and Applications, PMLR 147:369-372

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